{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to plot street network over place shape\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "This example uses Portland, Maine - a city with several islands within its municipal boundaries. Thus, we set `retain_all=True` when getting the network so that we keep all the graph components, not just the largest connected component.\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import osmnx as ox\n",
    "from descartes import PolygonPatch\n",
    "from shapely.geometry import Polygon, MultiPolygon\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the place boundaries\n",
    "place = 'Portland, Maine'\n",
    "gdf = ox.geocode_to_gdf(place)\n",
    "\n",
    "# get the street network, with retain_all=True to retain all the disconnected islands' networks\n",
    "G = ox.graph_from_place(place, network_type='drive', retain_all=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the network, but do not show it or close it yet\n",
    "fig, ax = ox.plot_graph(G, show=False, close=False, bgcolor='#333333',\n",
    "                        edge_color='w', edge_linewidth=0.3, node_size=0)\n",
    "\n",
    "# to this matplotlib axis, add the place shape as descartes polygon patches\n",
    "for geometry in gdf['geometry'].tolist():\n",
    "    if isinstance(geometry, (Polygon, MultiPolygon)):\n",
    "        if isinstance(geometry, Polygon):\n",
    "            geometry = MultiPolygon([geometry])\n",
    "        for polygon in geometry:\n",
    "            patch = PolygonPatch(polygon, fc='k', ec='#666666', lw=1, alpha=1, zorder=-1)\n",
    "            ax.add_patch(patch)\n",
    "\n",
    "# optionally set up the axes extents\n",
    "margin = 0.02\n",
    "west, south, east, north = gdf.unary_union.bounds\n",
    "margin_ns = (north - south) * margin\n",
    "margin_ew = (east - west) * margin\n",
    "ax.set_ylim((south - margin_ns, north + margin_ns))\n",
    "ax.set_xlim((west - margin_ew, east + margin_ew))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice this municipal boundary is an administrative boundary, not a physical boundary, so it represents jurisdictional bounds, not individual physical features like islands. To get individual islands' geometries, use the `geometries` module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27, 17)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "islands = ox.geometries_from_place(place, tags={'place': ['island', 'islet']})\n",
    "islands.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
